Don't deploy an autonomous AI agent without a harness.
If you wouldn't hire a human without a budget, a manager, and an audit trail, don't let unmanaged software agents become your biggest liability.
Autonomous agents are brilliant.Unmanaged software agents are liabilities.
Building enterprise-grade agents means fighting infrastructure, not just model logic.
Data privileges
Handing an autonomous agent root API tokens or direct database access invites unintended deletion, privilege escalation, and quiet security holes.
Infinite loops
A minor bug or unhandled edge case sends an agent looping recursively, running up a $10,000 token bill overnight while your team sleeps.
Untraceable logic
When an agent sends the wrong invoice or drops a critical lead, standard application logs never show you why the model made that choice.
Meet the Agent Harness
The dedicated operating system for your digital workforce.
- Token sandboxing
- Scoped privileges
- Circuit breakers
- Semantic caching
- Step-by-step audit
- Policy gateways
- Identity
- Delegation
Zero-trust token sandboxing
The harness sits between your APIs and the model. Agents act through temporary, strictly scoped tokens with no root access. Reach for a tool it wasn't cleared for and the action is dropped instantly.
Execution circuit breakers
Assign hard budgets down to the session, user, or workflow. If an agent gets stuck in a loop, the breaker trips automatically and freezes the process before costs balloon.
The flight recorder
Every prompt, intermediate thought, tool call, and raw payload is preserved in a lookback-ready trail. When an agent acts, you have the precise forensic path for why.
Multi-model routing & caching
Repetitive queries resolve locally via semantic caching to save 40 to 80 percent, and simpler steps route to cheap open models, reserving frontier models for real reasoning.
Future-proof your infrastructure
Models change every month. Your guardrails shouldn't have to.
When you build security, cost tracking, and prompt-logging into code tied to one LLM vendor, you lock your enterprise into legacy contracts.
(not)Human Resources decouples the compliance layer from the frontier-model race. Swap models with a config line as faster, cheaper chips arrive, while your security posture and human-in-the-loop policies stay intact.
Stop building custom cages around your AI models.
Offload the infrastructure layer so your engineers spend every cycle shipping product, not guardrails.